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Federated learning for smart communications using IoT application 1st ed

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Book Detail
Data Type : 단행본
ISBN : 9781032788128 
ISBN : 9781032788135 
ISBN :
Class No. : TK5103.7 
Title/Author : Federated learning for smart communications using IoT application /  Kaushal Kishor,  Parma Nand,  Vishal Jain,  Neetesh Saxena,  Gaurav Agarwal,  Rani Astya 
Edition : 1st ed. 
Imprint : Boca Raton :  C&H/CRC Press,  2025 
Format : 260 p. ;  24 cm 
Total Title Note : Chapman & Hall/CRC cyber-physical systems 
Note : Includes bibliographical references and index. 
요약 : "The book aims to demonstrate the effectiveness of federated learning in high-performance information systems and informatics-based solutions for addressing current information support requirements. To address heterogeneity challenges in IoT contexts, it analyses the development of personalized federated learning algorithms capable of mitigating the detrimental consequences of heterogeneity in several dimensions. It includes case studies of IoT-based human activity recognition to demonstrate the efficacy of personalized federated learning for intelligent IoT applications. Demonstrates how federated learning offers a novel approach to building personalized models from data without invading users' privacy Describes how federated learning may assist in understanding and learning from user behavior in Internet of Things (IoT) applications while safeguarding user privacy Presents a detailed analysis of current research on federated learning, providing the reader with a broad understanding of the area Analyses the need for a personalized federated learning framework in cloud-edge and wireless-edge architecture for intelligent IoT applications Comprises real-life case illustrations and examples to help consolidate understanding of topics presented in each chapter This book is recommended for anybody interested in Federated Learning-based Intelligent Algorithms for Smart Communications"--  Provided by publisher 
General Subject Name : Digital communications -- 
General Subject Name : Ensemble learning (Machine learning) -- 
General Subject Name : Machine learning --  Security measures -- 
General Subject Name : Internet of things --  Security measures -- 
General Subject Name : Medical records --  Security measures -- 
Personal Author : Kishor, Kaushal, editor
Language English

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  5. 5. 기타 문의사항은 도서관에 문의 바랍니다.
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